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Author: Daichi Fujiki
Publisher: Springer Nature
ISBN: 3031017722
Category : Technology & Engineering
Languages : en
Pages : 124
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Book Description
This book provides a structured introduction of the key concepts and techniques that enable in-/near-memory computing. For decades, processing-in-memory or near-memory computing has been attracting growing interest due to its potential to break the memory wall. Near-memory computing moves compute logic near the memory, and thereby reduces data movement. Recent work has also shown that certain memories can morph themselves into compute units by exploiting the physical properties of the memory cells, enabling in-situ computing in the memory array. While in- and near-memory computing can circumvent overheads related to data movement, it comes at the cost of restricted flexibility of data representation and computation, design challenges of compute capable memories, and difficulty in system and software integration. Therefore, wide deployment of in-/near-memory computing cannot be accomplished without techniques that enable efficient mapping of data-intensive applications to such devices, without sacrificing accuracy or increasing hardware costs excessively. This book describes various memory substrates amenable to in- and near-memory computing, architectural approaches for designing efficient and reliable computing devices, and opportunities for in-/near-memory acceleration of different classes of applications.
Author: Daichi Fujiki
Publisher: Springer Nature
ISBN: 3031017722
Category : Technology & Engineering
Languages : en
Pages : 124
Get Book
Book Description
This book provides a structured introduction of the key concepts and techniques that enable in-/near-memory computing. For decades, processing-in-memory or near-memory computing has been attracting growing interest due to its potential to break the memory wall. Near-memory computing moves compute logic near the memory, and thereby reduces data movement. Recent work has also shown that certain memories can morph themselves into compute units by exploiting the physical properties of the memory cells, enabling in-situ computing in the memory array. While in- and near-memory computing can circumvent overheads related to data movement, it comes at the cost of restricted flexibility of data representation and computation, design challenges of compute capable memories, and difficulty in system and software integration. Therefore, wide deployment of in-/near-memory computing cannot be accomplished without techniques that enable efficient mapping of data-intensive applications to such devices, without sacrificing accuracy or increasing hardware costs excessively. This book describes various memory substrates amenable to in- and near-memory computing, architectural approaches for designing efficient and reliable computing devices, and opportunities for in-/near-memory acceleration of different classes of applications.
Author: Saeideh Shirinzadeh
Publisher: Springer
ISBN: 3030180263
Category : Technology & Engineering
Languages : en
Pages : 115
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Book Description
This book describes a comprehensive approach for synthesis and optimization of logic-in-memory computing hardware and architectures using memristive devices, which creates a firm foundation for practical applications. Readers will get familiar with a new generation of computer architectures that potentially can perform faster, as the necessity for communication between the processor and memory is surpassed. The discussion includes various synthesis methodologies and optimization algorithms targeting implementation cost metrics including latency and area overhead as well as the reliability issue caused by short memory lifetime. Presents a comprehensive synthesis flow for the emerging field of logic-in-memory computing; Describes automated compilation of programmable logic-in-memory computer architectures; Includes several effective optimization algorithm also applicable to classical logic synthesis; Investigates unbalanced write traffic in logic-in-memory architectures and describes wear leveling approaches to alleviate it.
Author: Khaled Salah Mohamed
Publisher: Springer Nature
ISBN: 3030372243
Category : Technology & Engineering
Languages : en
Pages : 241
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Book Description
This book discusses and compares several new trends that can be used to overcome Moore’s law limitations, including Neuromorphic, Approximate, Parallel, In Memory, and Quantum Computing. The author shows how these paradigms are used to enhance computing capability as developers face the practical and physical limitations of scaling, while the demand for computing power keeps increasing. The discussion includes a state-of-the-art overview and the essential details of each of these paradigms.
Author: Baker Mohammad
Publisher: Springer Nature
ISBN: 303134233X
Category : Technology & Engineering
Languages : en
Pages : 145
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Book Description
This book describes the state-of-the-art of technology and research on In-Memory Computing Hardware Accelerators for Data-Intensive Applications. The authors discuss how processing-centric computing has become insufficient to meet target requirements and how Memory-centric computing may be better suited for the needs of current applications. This reveals for readers how current and emerging memory technologies are causing a shift in the computing paradigm. The authors do deep-dive discussions on volatile and non-volatile memory technologies, covering their basic memory cell structures, operations, different computational memory designs and the challenges associated with them. Specific case studies and potential applications are provided along with their current status and commercial availability in the market.
Author: IEEE Staff
Publisher:
ISBN: 9781728124261
Category :
Languages : en
Pages :
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Book Description
EDA (Electronics Design Automation) is becoming ever more important with the continuous scaling of semiconductor devices and the growing complexities of their use in circuits and systems Demands for lower power, higher reliability and more agile electronic systems raise new challenges to both design and design automation of such systems For the past five decades, the primary focus of research track at DAC has been to showcase leading edge research and practice in tools and methodologies for the design of circuits and systems
Author: IEEE Staff
Publisher:
ISBN: 9781728176420
Category :
Languages : en
Pages :
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Book Description
The 22nd International Symposium on Quality Electronic Design (ISQED 21) is the premier interdisciplinary and multidisciplinary Electronic Design conference?bridges the gap among Electronic Semiconductor ecosystem members providing electronic design tools, integrated circuit technologies, semiconductor technology,packaging, assembly & test to achieve total design quality
Author: Hao Yu
Publisher: Springer Nature
ISBN: 3031020324
Category : Technology & Engineering
Languages : en
Pages : 147
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Book Description
Exa-scale computing needs to re-examine the existing hardware platform that can support intensive data-oriented computing. Since the main bottleneck is from memory, we aim to develop an energy-efficient in-memory computing platform in this book. First, the models of spin-transfer torque magnetic tunnel junction and racetrack memory are presented. Next, we show that the spintronics could be a candidate for future data-oriented computing for storage, logic, and interconnect. As a result, by utilizing spintronics, in-memory-based computing has been applied for data encryption and machine learning. The implementations of in-memory AES, Simon cipher, as well as interconnect are explained in details. In addition, in-memory-based machine learning and face recognition are also illustrated in this book.
Author: IEEE Staff
Publisher:
ISBN: 9781665427043
Category :
Languages : en
Pages :
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Book Description
The Euromicro Conference on Digital System Design (DSD) addresses all aspects of (embedded, pervasive and high performance) digital and mixed HW SW system engineering, covering the whole design trajectory from specification down to micro architectures, digital circuits and VLSI implementations It is a forum for researchers and engineers from academia and industry working on advanced investigations, developments and applications It focuses on today s and future challenges of advanced embedded, high performance and cyber physical applications system and processor architectures for embedded and high performance HW SW systems design methodology and design automation for all design levels of embedded, high performance and cyber physical systems modern implementation technologies from full custom in nanometer technology nodes, through FPGAs, to MPSoC infrastructures
Author: IEEE Staff
Publisher:
ISBN: 9781728133928
Category :
Languages : en
Pages :
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Book Description
This Symposium explores emerging trends and novel ideas and concepts in the area of VLSI The Symposium covers a range of topics from VLSI circuits, systems and design methods to system level design and system on chip issues, to bringing VLSI experience to new areas and technologies Future design methodologies as well as new CAD tools to support them will also be the key topics ISVLSI 2019 highlights a special theme of Neuromoprhic Computing Over almost two decades the Symposium has been a unique forum promoting multidisciplinary research and new visionary approaches in the area of VLSI
Author: Arndt Bode
Publisher: Springer
ISBN:
Category : Computers
Languages : en
Pages : 528
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Book Description
"This volume presents the proceedings of a conference covering European activities in the field of distributed memory computing architectures, programming tools, operating systems, programming languages and applications. New architectures discussed within the framework of several ESPRIT projects are covered as well as the application of a number of European and non-European commercial multiprocessor systems. Research on different interconnection topologies including mesh and hypercubes and on virtual shared memory systems is presented. One of the main topics of the book is tools for programming such architectures (debuggers, performance analysers, visualizers, load balancers, mappers) with the goal of enhancing the productivity of the programmer. Alternative execution models such as systolic arrays and dataflow processors are also addressed."--PUBLISHER'S WEBSITE.
